adds missing details

Author: hsanchez

index.md

@@ -17,11 +17,11 @@ Cruz](http://www.ucsc.edu/), working with [Jim Whitehead](http://users.soe.ucsc.
 I received my PhD in Computer Science from [UC Santa Cruz](http://www.ucsc.edu/)
 in December 2015, and my MS in Software Engineering from [San Jose State
 University](http://www.sjsu.edu/) in 2006. My research interests are broad, spanning
-**multi-AI collaboration** and **automated LLM matchmaking** for complex, **compound AI tasks**;
-the use of **AI for coding automation**, **software analysis**, and **social-cyber security**;
-and the application of automated **software engineering** principles to the development
-and deployment of **AI systems**. I study how emerging solutions in this space can
-*improve developer productivity*, *deepen our understanding of complex software systems*,
+**multi-AI collaboration** and **[LLM Chemistry](https://arxiv.org/abs/2510.03930)**
+for complex, **compound AI tasks**; the use of **AI for coding automation**, **software analysis**,
+and **social-cyber security**; and the application of automated **software engineering** principles
+to the development and deployment of **AI systems**. I study how emerging solutions in this space
+can *improve developer productivity*, *deepen our understanding of complex software systems*,
 and *enable the creation of more reliable and secure software*.
 
 I was the PI on DARPA Social Cyber and have successfully contributed to several